\u7761\u7720\u5206\u6790\u5668\u6280\u80fd workflow skill. Use this skill when the user needs \u5206\u6790\u7761\u7720\u6570\u636e\u3001\u8bc6\u522b\u7761\u7720\u6a21\u5f0f\u3001\u8bc4\u4f30\u7761\u7720\u8d28\u91cf\uff0c\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u7761\u7720\u6539\u5584\u5efa\u8bae\u3002\u652f\u6301\u4e0e\u5176\u4ed6\u5065\u5eb7\u6570\u636e\u7684\u5173\u8054\u5206\u6790\u3002 and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

\u4e2d\u533b\u4f53\u8d28\u8fa8\u8bc6\u5206\u6790\u5668\u6280\u80fd workflow skill. Use this skill when the user needs \u5206\u6790\u4e2d\u533b\u4f53\u8d28\u6570\u636e\u3001\u8bc6\u522b\u4f53\u8d28\u7c7b\u578b\u3001\u8bc4\u4f30\u4f53\u8d28\u7279\u5f81,\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u517b\u751f\u5efa\u8bae\u3002\u652f\u6301\u4e0e\u8425\u517b\u3001\u8fd0\u52a8\u3001\u7761\u7720\u7b49\u5065\u5eb7\u6570\u636e\u7684\u5173\u8054\u5206\u6790\u3002 and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

\u65c5\u884c\u5065\u5eb7\u5206\u6790\u6280\u80fd workflow skill. Use this skill when the user needs \u5206\u6790\u65c5\u884c\u5065\u5eb7\u6570\u636e\u3001\u8bc4\u4f30\u76ee\u7684\u5730\u5065\u5eb7\u98ce\u9669\u3001\u63d0\u4f9b\u75ab\u82d7\u63a5\u79cd\u5efa\u8bae\u3001\u751f\u6210\u591a\u8bed\u8a00\u7d27\u6025\u533b\u7597\u4fe1\u606f\u5361\u7247\u3002\u652f\u6301WHO/CDC\u6570\u636e\u96c6\u6210\u7684\u4e13\u4e1a\u7ea7\u65c5\u884c\u5065\u5eb7\u98ce\u9669\u8bc4\u4f30\u3002 and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

\u51cf\u80a5\u5206\u6790\u6280\u80fd workflow skill. Use this skill when the user needs \u5206\u6790\u51cf\u80a5\u6570\u636e\u3001\u8ba1\u7b97\u4ee3\u8c22\u7387\u3001\u8ffd\u8e2a\u80fd\u91cf\u7f3a\u53e3\u3001\u7ba1\u7406\u51cf\u80a5\u9636\u6bb5 and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

AI\\u5065\\u5eb7\\u5206\\u6790\\u5668 workflow skill. Use this skill when the user needs AI\\u9a71\\u52a8\\u7684\\u7efc\\u5408\\u5065\\u5eb7\\u5206\\u6790\\u7cfb\\u7edf\\uff0c\\u6574\\u5408\\u591a\\u7ef4\\u5ea6\\u5065\\u5eb7\\u6570\\u636e\\u3001\\u8bc6\\u522b\\u5f02\\u5e38\\u6a21\\u5f0f\\u3001\\u9884\\u6d4b\\u5065\\u5eb7\\u98ce\\u9669\\u3001\\u63d0\\u4f9b\\u4e2a\\u6027\\u5316\\u5efa\\u8bae\\u3002\\u652f\\u6301\\u667a\\u80fd\\u95ee\\u7b54\\u548cAI\\u5065\\u5eb7\\u62a5\\u544a\\u751f\\u6210\\u3002 and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

AI\\u5065\\u5eb7\\u5206\\u6790\\u5668 workflow skill. Use this skill when the user needs AI\\u9a71\\u52a8\\u7684\\u7efc\\u5408\\u5065\\u5eb7\\u5206\\u6790\\u7cfb\\u7edf\\uff0c\\u6574\\u5408\\u591a\\u7ef4\\u5ea6\\u5065\\u5eb7\\u6570\\u636e\\u3001\\u8bc6\\u522b\\u5f02\\u5e38\\u6a21\\u5f0f\\u3001\\u9884\\u6d4b\\u5065\\u5eb7\\u98ce\\u9669\\u3001\\u63d0\\u4f9b\\u4e2a\\u6027\\u5316\\u5efa\\u8bae\\u3002\\u652f\\u6301\\u667a\\u80fd\\u95ee\\u7b54\\u548cAI\\u5065\\u5eb7\\u62a5\\u544a\\u751f\\u6210\\u3002 and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

AI.MD v4 \\u2014 The Complete AI-Native Conversion System workflow skill. Use this skill when the user needs Convert human-written CLAUDE.md into AI-native structured-label format. Battle-tested across 4 models. Same rules, fewer tokens, higher compliance and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Persona casting agent for rapid generation, persistence, lifecycle management, and inter-agent synchronization. Generates personas from diverse inputs, centrally manages them via a registry, evolves them data-driven, and distributes in a unified format to downstream agents.

Legal document review for Terms of Service, Privacy Policy, and Tokushoho compliance. Clause gap detection, risk flagging, and regulatory alignment. Use when reviewing or drafting legal documents. Don't use when legal advice is needed — consult a lawyer.

Skill ecosystem navigator and onboarding guide. Lists agents, recommends best fit for tasks. Don't use for task execution (Nexus), agent design (Architect).

Competitive research, differentiation analysis, and strategic positioning. Feature matrices, SWOT analysis, benchmarking, positioning maps, battle cards, win/loss analysis, and LLM brand visibility. Research only — does not write code.

Engineer self-branding strategist that transforms technical contributions into a professional brand. Use when GitHub/LinkedIn/blog/conference/SNS positioning, profile optimization, or content strategy is needed.

Thinking refraction agent that challenges assumptions, combines cross-domain knowledge, and shifts perspectives to reframe problems. Use when breaking through stuck situations or paradigm shifts are needed. Does not write code.

Domain knowledge agent for Japanese income tax filing (kakutei shinkoku). Guides income classification, deduction optimization, tax calculation, and filing procedures for freelancers, sole proprietors, and side-business salary earners. Does not write code.

Songwriting agent for Suno AI that composes lyrics with metatags and style prompts from theme, genre, and mood inputs.

Mobile development specialist. Implements best practices for React Native/Flutter/SwiftUI/Jetpack Compose, navigation, offline support, and store review preparation. Use when mobile app development is needed.

Meta-orchestrator that coordinates specialist AI agent teams. Decomposes requests into minimum viable agent chains, spawns each agent as an independent session via Agent tool in AUTORUN modes, and drives to final output automatically. Use when multi-agent coordination is needed.

Pre-mortem analysis and failure mode enumeration agent. Systematically identifies failure scenarios for plans, designs, and features, scoring them with RPN/AP. Does not write code.

Multi-session parallel orchestrator using Claude Code Agent Teams API and Codex CLI Subagents to launch, manage, and coordinate concurrent task execution across multiple instances. Use when parallel work is needed.

User research specialist. Designs interview guides, usability test plans, qualitative data analysis, persona creation, and journey mapping. Complements Echo's UI validation. Use when user research design or analysis is needed.

Narrative design agent that tells product and feature use cases as customer-centric stories. Use when customer experience storytelling, scenario stories, or product narratives are needed.

Storybook story creation, catalog management, and Visual Regression integration. Handles UI component documentation, visual testing, and CSF 3.0/Factories format story creation. Supports Storybook 10 (ESM-only) and React Cosmos. Use when component documentation or visual testing is needed.

Scheduling and time-aware logic architect for cron, timezone/DST, retry/backoff, and business-calendar design. Use when schedule design is needed.

Session replay analysis, persona-based behavioral pattern extraction, and UX issue storytelling. A behavioral archaeologist who reads the 'why' from actual user operation logs. Collaborates with Researcher/Echo for persona validation.

User feedback collection, NPS survey design, review analysis, sentiment analysis, feedback classification, and insight extraction reports. Use when establishing feedback loops.

Tech blog/article series authoring for note/Zenn/Qiita/dev.to. Not for specs (Scribe) or microcopy (Prose).

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An experimental prompt engineering project. Simulates a tech department management process with multiple specialists, cross review, and competitive improvement. Default 3 person team, 11 person involution mode optional. Emergency exit always available. A fun exploration of LLM capability boundaries.

ครูสอนภาษาต่างประเทศ (Eng/Chi/Jpn/Kor) — ประเมิน CEFR + lesson plan + conversation practice + error correction + คำศัพท์เป็น chunk

ผู้ช่วยแพทย์แผนจีน — ตำรับสมุนไพรจีน, เส้นลมปราณ, การวินิจฉัยแบบ TCM (ดู/ฟัง/ถาม/คลำ), patient intake form

不知道下一步该干什么？打 `/forge`。

任何时候、任何话题。讨论完用户自己决定下一步。

forge-bugfix

forge-deliver

将 DESIGN.md 的设计规范转化为代码。**只改样式和布局，不改业务逻辑。**

纯设计规划——**不写代码**。产出 DESIGN.md 和设计方案，交由 forge-design-impl 或 forge-eng 实现。

接力 `/forge-prd` 或 `/forge-brainstorm` 的产出，调度设计、工程、QA 子技能完成开发交付。

forge-doc-release

管理项目的 ENGINEERING.md（前后端合并），基于 PRD + DESIGN.md 产出工程方案并实现。

> **在会话收尾时复盘，不要在中途插入。** 中途复盘的问题：工作未收敛导致判断被推翻、全量重新生成浪费 token、知识调研的 subagent 是最重的环节重跑成本最高。最佳节奏：一个会话的工作做完 → 复盘一次 → 结束。同会话迭代机制仅作为兜底方案保留。

用户报告症状/需求

forge-qa

forge-review

forge-ship

forge-status

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Use when the user wants a complete SPSS or SPSS-MCP empirical research workflow: organize source data, prepare datasets, design variables and models, run SPSS analyses, export Chinese result paragraphs and tables, write a Chinese LaTeX paper, and compile the final PDF.

'阿里云 AnalyticDB (ADB) for MySQL 只读数据分析。

'Multi-agent brainstorming: async opinion collision with expert personas.